{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "bd295808-5844-4ec2-9860-6c0d4bf19ff4",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from tqdm import tqdm\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ab26c6eb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2220, 7)\n"
     ]
    }
   ],
   "source": [
    "label1 = np.load(\"data_evolution/labels2_G5P.npy\", allow_pickle =True)\n",
    "\n",
    "label1[:,1] = label1[:,1]+label1[:,0] \n",
    "print(label1.shape)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "047dcab3",
   "metadata": {},
   "outputs": [],
   "source": [
    "time = np.ones([60,37])\n",
    "time2 = np.ones([60])\n",
    "for i in range(60):\n",
    "    time2[i] = i*10.2\n",
    "    for j in range(37):\n",
    "        time[i,j] = (j*0.04) + (10.2*i)\n",
    "\n",
    "time=np.reshape(time, [2220])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7edeb2df",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2220, 7)\n"
     ]
    }
   ],
   "source": [
    "#calculation of averages\n",
    "average = np.ones([60,2,7])\n",
    "\n",
    "sum=0\n",
    "print(label1.shape)\n",
    "batch = 37\n",
    "\n",
    "for k in range(7):\n",
    "    data = label1[:,k]\n",
    "    for i in range(60):\n",
    "        #print(data[(i*batch):(batch*(i+1))])\n",
    "        aver = np.average(data[(i*batch):(batch*(i+1))])\n",
    "        values = data[(i*batch):(batch*(i+1))]\n",
    "        average[i,0,k] = aver\n",
    "        sum=0\n",
    "        for j in range(batch):\n",
    "            av = np.absolute(values[j] - aver)\n",
    "            sum = sum+av\n",
    "        average[i,1,k] = sum/batch\n",
    "\n",
    "#np.save('GR5P_error.npy', average)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "f42f5710-0b06-4c5e-be40-c25c9919beec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "monolayer_thick = 20.8\n",
    "growth_rate = 1 #A/s\n",
    "\n",
    "#total thickness\n",
    "total_thick = label1[:1850,4]*monolayer_thick\n",
    "\n",
    "#total roughness\n",
    "total_rough = (label1[:1850,3])*monolayer_thick\n",
    "\n",
    "#coherent thickness\n",
    "c_thick = label1[:1850,6]*monolayer_thick\n",
    "\n",
    "#total roughness\n",
    "c_rough1 = (label1[:1850,5])*monolayer_thick\n",
    "\n",
    "fig = plt.figure(figsize=(5, 5), dpi=100)\n",
    "plt.plot(time[:1850]*growth_rate, total_thick, '.', alpha = 0.2)\n",
    "plt.errorbar(time2[:50]*growth_rate, average[:50,0,4]*monolayer_thick, yerr=average[:50,1,4]*monolayer_thick, fmt=\"bo\", label = 'Total thickness')\n",
    "plt.plot(time[:1850]*growth_rate, c_thick, '.', alpha = 0.2)\n",
    "plt.errorbar(time2[:50]*growth_rate, average[:50,0,6]*20.8, yerr=average[:50,1,6]*20.8, fmt=\"ro\", label = 'Coherent thickness')\n",
    "plt.xlabel(\"Molecular rate [$\\\\AA$]\")\n",
    "plt.ylabel(\"Thickness [$\\\\AA$]\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c7b0d5fe-dc00-42be-b23c-80946245988d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(5, 1850)\n"
     ]
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5, 5), dpi=100)\n",
    "plt.plot(time[:1850]*growth_rate, total_rough, '.', alpha = 0.2)\n",
    "plt.errorbar(time2[:50], average[:50,0,3]*monolayer_thick, yerr=average[:50,1,3]*monolayer_thick, fmt=\"bo\", label = 'Total Roughness')\n",
    "plt.plot(time[:1850]*growth_rate, c_rough1, '.', alpha = 0.2, label = 'Coherent_roughness')\n",
    "plt.errorbar(time2[:50], average[:50,0,5]*monolayer_thick, yerr=average[:50,1,5]*monolayer_thick, fmt=\"ro\", label = 'average+error')\n",
    "plt.xlabel(\"Molecular rate [$\\\\AA$]\")\n",
    "plt.ylabel(\"Roughness [$\\\\AA$]\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "\n",
    "gr5 = np.array([total_thick, total_rough, c_thick, c_rough1, time[:1850]*growth_rate])\n",
    "print(gr5.shape)\n",
    "\n",
    "gr5_time = time2*growth_rate\n",
    "#np.save('GR5P_time.npy', gr5_time)\n",
    "#np.save('GR5P.npy', gr5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b5b58f36",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(time*growth_rate, label1[:,0], '.', alpha= 0.3, label = 'box1')\n",
    "plt.errorbar(time2*growth_rate, average[:,0,0], yerr=average[:,1,0], fmt=\"bo\", label = 'average + MAE')\n",
    "plt.plot(time*growth_rate, label1[:,1], '.', alpha= 0.3, label = 'box2')\n",
    "plt.errorbar(time2*growth_rate, average[:,0,1], yerr=average[:,1,1], fmt=\"ro\", label = 'average + MAE')\n",
    "plt.title('SLD box 1 + box 2')\n",
    "plt.xlabel(\"Molecular rate [Å]\")\n",
    "plt.ylabel(\"SLD [$10^{-6}$ Å⁻²]\")\n",
    "plt.xlim([-5,505])\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "dd57ae0f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(time*growth_rate, label1[:,2]+0.1, '.', alpha= 0.3, label = 'data')\n",
    "plt.errorbar(time2*growth_rate, average[:,0,2]+0.1, yerr=average[:,1,2], fmt=\"ro\", label = 'average + MAE')\n",
    "plt.title('monolayer thickness')\n",
    "plt.xlabel(\"Molecular rate [Å]\")\n",
    "plt.ylabel(\"Thickness [Å]\")\n",
    "plt.xlim([-5,505])\n",
    "#plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "3778a621-6594-4268-b5b7-d33d574ceef2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Exponent beta: [0.61177395]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from scipy.optimize import curve_fit\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Sample data: thickness (L), roughness (w), and growth rate (R)\n",
    "#thickness = average[:,0,4]*20.8  # Example thickness values\n",
    "thickness = total_thick[38:1850]\n",
    "ones = np.ones(8)     # Example growth rate values\n",
    "#roughness = average_r[:,0,3]  # Example roughness values\n",
    "roughness = total_rough[38:1850]\n",
    "\n",
    "growth_speed = growth_rate*ones\n",
    "\n",
    "# Define the power-law function to fit\n",
    "def power_law(thickness, beta):\n",
    "    growth_rate = 1\n",
    "    gamma = 0.209\n",
    "    A = 0.749\n",
    "    return A * growth_rate**gamma * thickness**beta\n",
    "\n",
    "# Perform the curve fitting\n",
    "popt, pcov = curve_fit(power_law, thickness, roughness)\n",
    "\n",
    "beta = popt\n",
    "print('Exponent beta:', beta)\n",
    "\n",
    "# Generate data for plotting the fitted curve\n",
    "thickness_fit = np.linspace(min(thickness), max(thickness), 100)\n",
    "roughness_fit = power_law(thickness_fit, beta)\n",
    "\n",
    "growth_rate = 1\n",
    "gamma = 0.209\n",
    "rran_fit = 0.749 * growth_rate**gamma * thickness_fit**0.5\n",
    "\n",
    "# Plot the data and the fitted curve\n",
    "plt.figure(figsize=(5, 4), dpi=100)\n",
    "plt.plot(thickness, roughness, 'bo', label='Experimental Data')\n",
    "plt.plot(thickness_fit, roughness_fit, 'r-', label='Double exp fit $\\\\beta$ = 0.61')\n",
    "plt.plot(thickness_fit, rran_fit, 'black', label='Random roughening')\n",
    "plt.xscale('log')\n",
    "plt.yscale('log')\n",
    "plt.xlabel('Thickness (Å)')\n",
    "plt.ylabel('Roughness (Å)')\n",
    "plt.title('Roughness vs Thickness Fitting')\n",
    "plt.legend()\n",
    "#plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "360da5fd-aadc-497e-bf77-227a600ae82a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bragg = np.loadtxt('bragg_intensities.txt')\n",
    "\n",
    "# Sample data: Replace with your actual data\n",
    "time_growth_rate = time[:1850]*growth_rate\n",
    "bragg_intensity = bragg[:1850]**0.5  # Bragg Intensity\n",
    "number_of_layers = c_thick/20.8  # Coherent Thickness\n",
    "\n",
    "bragg_t = np.array([time_growth_rate, bragg[:1850]])\n",
    "#np.save('bragg_t5.npy', bragg_t)\n",
    "\n",
    "# Calculate the scale factor and offset\n",
    "scale_factor = (np.max(number_of_layers) - np.min(number_of_layers)) / (np.max(bragg_intensity) - np.min(bragg_intensity))\n",
    "offset = np.mean(number_of_layers) - np.mean(bragg_intensity) * scale_factor\n",
    "\n",
    "# Adjust the bragg intensity\n",
    "bragg_adjusted = bragg_intensity * scale_factor + offset\n",
    "\n",
    "# Plotting\n",
    "plt.figure(figsize=(5, 4), dpi=100)\n",
    "\n",
    "# Plot Bragg peak intensity (adjusted)\n",
    "plt.plot(time_growth_rate, bragg_adjusted*20.8, 'b.', label='Bragg Peak Intensity$^{0.5}$')\n",
    "\n",
    "# Plot number of layers (unadjusted)\n",
    "plt.plot(time_growth_rate, number_of_layers*20.8, 'r.', alpha = 0.3, label='Number of Layers predicted')\n",
    "\n",
    "# Add labels and legend\n",
    "plt.xlabel(\"Molecular rate [Å]\")\n",
    "plt.ylabel(\"Coherent thickness [Å]\")\n",
    "plt.title('Bragg Peak Intensity and Number of Layers')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6465cb03-8120-4abd-a3ef-1ea28549b383",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "raw",
   "id": "37524b6c-5b12-41f9-8361-87014cc39643",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "raw",
   "id": "5e8fdf9b",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "TensorFlow2",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
